Pandas Profiling Report

Dataset info

Number of variables	36
Number of observations	2692
Missing cells	0 (0.0%)
Duplicate rows	0 (0.0%)
Total size in memory	757.2 KiB
Average record size in memory	288.0 B

Variables types

Numeric	16
Categorical	5
Boolean	6
Date	0
URL	0
Text (Unique)	0
Rejected	9
Unsupported	0

Warnings

`All.Star` has 2617 (97.2%) zeros	Zeros
`All_NBA` is highly correlated with `All.Star` (ρ = 0.9387392833)	Rejected
`Assits.per.Game` has 1312 (48.7%) zeros	Zeros
`AST` has 1309 (48.6%) zeros	Zeros
`BPM` has 1284 (47.7%) zeros	Zeros
`College` has a high cardinality: 436 distinct values	Warning
`Exec_ID` is highly correlated with `df_index` (ρ = 0.9975613876)	Rejected
`Executive` has a high cardinality: 159 distinct values	Warning
`FG_Percentage` has 1287 (47.8%) zeros	Zeros
`FT_Percentage` is highly correlated with `FG_Percentage` (ρ = 0.9127915216)	Rejected
`Games` has 1272 (47.3%) zeros	Zeros
`Minutes.per.Game` has 1273 (47.3%) zeros	Zeros
`Minutes.Played` is highly correlated with `Games` (ρ = 0.9680926202)	Rejected
`Player` has a high cardinality: 2660 distinct values	Warning
`Points.per.Game` is highly correlated with `Minutes.per.Game` (ρ = 0.9536746285)	Rejected
`PTS` is highly correlated with `Minutes.Played` (ρ = 0.9666376304)	Rejected
`Tenure` has a high cardinality: 208 distinct values	Warning
`TP_Percentage` has 1669 (62.0%) zeros	Zeros
`TRB` has 1281 (47.6%) zeros	Zeros
`TRB.per.game` has 1281 (47.6%) zeros	Zeros
`Unnamed_0` is highly correlated with `Exec_ID` (ρ = 0.9975613876)	Rejected
`VORP` has 1372 (51.0%) zeros	Zeros
`Win.Share` is highly correlated with `VORP` (ρ = 0.919729959)	Rejected
`WS_per_game` has 1277 (47.4%) zeros	Zeros
`Yrs` is highly correlated with `Minutes.Played` (ρ = 0.9224896703)	Rejected

All.Star
Numeric

Distinct count	15
Unique (%)	0.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.161218425
Minimum	0
Maximum	18
Zeros (%)	97.2%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	18
Range	18
Interquartile range	0

Descriptive statistics

Standard deviation	1.132610302
Coef of variation	7.025315512
Kurtosis	83.07011115
Mean	0.161218425
MAD	0.3134536539
Skewness	8.549774796
Sum	434
Variance	1.282806096
Memory size	21.2 KiB

Histogram with fixed size bins (bins=15)

Histogram with variable size bins (bins=[ 0. 0.5 11.5 18. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2617	97.2%
2	12	0.4%
5	10	0.4%
3	7	0.3%
7	6	0.2%
1	6	0.2%
6	6	0.2%
4	6	0.2%
9	5	0.2%
12	4	0.1%
Other values (5)	13	0.5%

Minimum 5 values

Value	Count	Frequency (%)
0	2617	97.2%
1	6	0.2%
2	12	0.4%
3	7	0.3%
4	6	0.2%

Maximum 5 values

Value	Count	Frequency (%)
18	1	< 0.1%
15	1	< 0.1%
12	4	0.1%
11	3	0.1%
10	4	0.1%

All_NBA
Highly correlated

This variable is highly correlated with All.Star and should be ignored for analysis

Correlation	0.9387392833

Assits.per.Game
Numeric

Distinct count	78
Unique (%)	2.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.8164561664
Minimum	0
Maximum	10.5
Zeros (%)	48.7%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0.1
Q3	1.1
95-th percentile	3.6
Maximum	10.5
Range	10.5
Interquartile range	1.1

Descriptive statistics

Standard deviation	1.334149832
Coef of variation	1.634074048
Kurtosis	8.029190714
Mean	0.8164561664
MAD	0.9310744344
Skewness	2.539345344
Sum	2197.9
Variance	1.779955775
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.05 0.25 1.05 1.65 2.35 3.35 4.05 6.15 10.5 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1312	48.7%
0.5	85	3.2%
0.4	77	2.9%
0.3	76	2.8%
0.6	73	2.7%
0.8	72	2.7%
0.7	71	2.6%
1	62	2.3%
0.9	62	2.3%
1.4	55	2.0%
Other values (68)	747	27.7%

Minimum 5 values

Value	Count	Frequency (%)
0	1312	48.7%
0.1	37	1.4%
0.2	52	1.9%
0.3	76	2.8%
0.4	77	2.9%

Maximum 5 values

Value	Count	Frequency (%)
10.5	1	< 0.1%
9.9	1	< 0.1%
8.7	2	0.1%
8.5	1	< 0.1%
8.3	2	0.1%

AST
Numeric

Distinct count	801
Unique (%)	29.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	424.5902675
Minimum	0
Maximum	15806
Zeros (%)	48.6%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	2
Q3	281
95-th percentile	2449.4
Maximum	15806
Range	15806
Interquartile range	281

Descriptive statistics

Standard deviation	1078.675878
Coef of variation	2.540510136
Kurtosis	36.76829389
Mean	424.5902675
MAD	601.0338392
Skewness	4.925264777
Sum	1142997
Variance	1163541.65
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 1.1500e+01 3.9500e+01 ... 1.8780e+03 3.0115e+03 4.3160e+03 7.1275e+03 1.5806e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1309	48.6%
1	29	1.1%
2	24	0.9%
5	18	0.7%
3	16	0.6%
4	12	0.4%
7	11	0.4%
29	10	0.4%
6	10	0.4%
10	10	0.4%
Other values (791)	1243	46.2%

Minimum 5 values

Value	Count	Frequency (%)
0	1309	48.6%
1	29	1.1%
2	24	0.9%
3	16	0.6%
4	12	0.4%

Maximum 5 values

Value	Count	Frequency (%)
15806	1	< 0.1%
12091	1	< 0.1%
10335	1	< 0.1%
10334	1	< 0.1%
8966	1	< 0.1%

attend_college
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

1	2479
0	213

Toggle details

Value	Count	Frequency (%)
1	2479	92.1%
0	213	7.9%

BPM
Numeric

Distinct count	202
Unique (%)	7.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	-1.466827637
Minimum	-53.6
Maximum	19.6
Zeros (%)	47.7%

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Quantile statistics

Minimum	-53.6
5-th percentile	-6.9
Q1	-2.5
Median	0
Q3	0
95-th percentile	1.4
Maximum	19.6
Range	73.2
Interquartile range	2.5

Descriptive statistics

Standard deviation	3.520866698
Coef of variation	-2.400327488
Kurtosis	39.82429214
Mean	-1.466827637
MAD	2.247891088
Skewness	-4.190720399
Sum	-3948.7
Variance	12.39650231
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[-5.360e+01 -2.475e+01 -1.215e+01 -8.850e+00 -6.650e+00 ... 5.000e-02 1.550e+00 3.650e+00 7.450e+00 1.960e+01], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1284	47.7%
-2.8	24	0.9%
-2.2	24	0.9%
-1.8	24	0.9%
-2.1	23	0.9%
-0.1	23	0.9%
-3.8	22	0.8%
-2.9	21	0.8%
-2.3	21	0.8%
-0.9	21	0.8%
Other values (192)	1205	44.8%

Minimum 5 values

Value	Count	Frequency (%)
-53.6	1	< 0.1%
-43.5	1	< 0.1%
-38.4	1	< 0.1%
-37.4	1	< 0.1%
-27.8	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
19.6	1	< 0.1%
11	1	< 0.1%
9.2	1	< 0.1%
7.5	1	< 0.1%
7.4	2	0.1%

College
Categorical

Distinct count	436
Unique (%)	16.2%
Missing (%)	0.0%
Missing (n)	0

0	213
University of Kentucky	47
University of North Carolina	45
Other values (433)	2387

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Common values
Composition

Value	Count	Frequency (%)
0	213	7.9%
University of Kentucky	47	1.7%
University of North Carolina	45	1.7%
Duke University	42	1.6%
University of California, Los Angeles	41	1.5%
University of Arizona	35	1.3%
University of Kansas	31	1.2%
Michigan State University	29	1.1%
Syracuse University	29	1.1%
Indiana University	27	1.0%
Other values (426)	2153	80.0%

Max length	58
Mean length	22.37518574
Min length	1
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

df_index
Numeric

Distinct count	2692
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1994.127786
Minimum	0
Maximum	3960
Zeros (%)	< 0.1%

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Quantile statistics

Minimum	0
5-th percentile	214.1
Q1	1003.5
Median	1999.5
Q3	2988.25
95-th percentile	3748.45
Maximum	3960
Range	3960
Interquartile range	1984.75

Descriptive statistics

Standard deviation	1135.98985
Coef of variation	0.56966753
Kurtosis	-1.201877346
Mean	1994.127786
MAD	983.4691596
Skewness	-0.01441002529
Sum	5368192
Variance	1290472.94
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 3960.], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2045	1	< 0.1%
3339	1	< 0.1%
1302	1	< 0.1%
3349	1	< 0.1%
3347	1	< 0.1%
1298	1	< 0.1%
3345	1	< 0.1%
3343	1	< 0.1%
1294	1	< 0.1%
1292	1	< 0.1%
Other values (2682)	2682	99.6%

Minimum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
5	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
3960	1	< 0.1%
3956	1	< 0.1%
3954	1	< 0.1%
3953	1	< 0.1%
3952	1	< 0.1%

Draft_Yr
Numeric

Distinct count	40
Unique (%)	1.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1989.907875
Minimum	1976
Maximum	2015
Zeros (%)	0.0%

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Quantile statistics

Minimum	1976
5-th percentile	1977
Q1	1981
Median	1985
Q3	1999
95-th percentile	2012
Maximum	2015
Range	39
Interquartile range	18

Descriptive statistics

Standard deviation	11.52802078
Coef of variation	0.005793243458
Kurtosis	-0.7578472546
Mean	1989.907875
MAD	9.905895847
Skewness	0.7491956901
Sum	5356832
Variance	132.8952631
Memory size	21.2 KiB

Histogram with fixed size bins (bins=40)

Histogram with variable size bins (bins=[1976. 1976.5 1977.5 1984.5 1987.5 2014.5 2015. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1984	156	5.8%
1982	154	5.7%
1983	150	5.6%
1981	147	5.5%
1978	143	5.3%
1980	134	5.0%
1979	126	4.7%
1985	121	4.5%
1986	116	4.3%
1987	112	4.2%
Other values (30)	1333	49.5%

Minimum 5 values

Value	Count	Frequency (%)
1976	112	4.2%
1977	107	4.0%
1978	143	5.3%
1979	126	4.7%
1980	134	5.0%

Maximum 5 values

Value	Count	Frequency (%)
2015	39	1.4%
2014	42	1.6%
2013	48	1.8%
2012	42	1.6%
2011	43	1.6%

Exec_draft_exp
Numeric

Distinct count	25
Unique (%)	0.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.15936107
Minimum	1
Maximum	25
Zeros (%)	0.0%

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Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	4
Q3	7
95-th percentile	14
Maximum	25
Range	24
Interquartile range	5

Descriptive statistics

Standard deviation	4.333060368
Coef of variation	0.839844374
Kurtosis	2.126516036
Mean	5.15936107
MAD	3.340449055
Skewness	1.462286538
Sum	13889
Variance	18.77541215
Memory size	21.2 KiB

Histogram with fixed size bins (bins=25)

Histogram with variable size bins (bins=[ 1. 1.5 3.5 5.5 6.5 9.5 12.5 14.5 19.5 25. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	530	19.7%
2	396	14.7%
3	320	11.9%
4	270	10.0%
5	230	8.5%
6	174	6.5%
7	139	5.2%
8	125	4.6%
9	112	4.2%
10	80	3.0%
Other values (15)	316	11.7%

Minimum 5 values

Value	Count	Frequency (%)
1	530	19.7%
2	396	14.7%
3	320	11.9%
4	270	10.0%
5	230	8.5%

Maximum 5 values

Value	Count	Frequency (%)
25	1	< 0.1%
24	4	0.1%
23	3	0.1%
22	3	0.1%
21	8	0.3%

Exec_ID
Highly correlated

This variable is highly correlated with df_index and should be ignored for analysis

Correlation	0.9975613876

Executive
Categorical

Distinct count	159
Unique (%)	5.9%
Missing (%)	0.0%
Missing (n)	0

Jerry Colangelo	91
Pat Williams	88
Bob Ferry	81
Other values (156)	2432

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Common values
Composition

Value	Count	Frequency (%)
Jerry Colangelo	91	3.4%
Pat Williams	88	3.3%
Bob Ferry	81	3.0%
Norm Sonju	79	2.9%
Don Nelson	74	2.7%
Al Attles	69	2.6%
Red Auerbach	66	2.5%
Bob Bass	66	2.5%
Ray Patterson	61	2.3%
Rod Thorn	59	2.2%
Other values (149)	1958	72.7%

Max length	25
Mean length	11.71173848
Min length	7
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

FG_Percentage
Numeric

Distinct count	289
Unique (%)	10.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.2300653789
Minimum	0
Maximum	1
Zeros (%)	47.8%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0.313
Q3	0.444
95-th percentile	0.51345
Maximum	1
Range	1
Interquartile range	0.444

Descriptive statistics

Standard deviation	0.2267131719
Coef of variation	0.9854293288
Kurtosis	-1.647625985
Mean	0.2300653789
MAD	0.2203876645
Skewness	0.09616876084
Sum	619.336
Variance	0.05139886232
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.028 0.195 0.279 0.3315 ... 0.5155 0.5465 0.5825 0.6795 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1287	47.8%
0.5	19	0.7%
0.417	18	0.7%
0.435	18	0.7%
0.412	17	0.6%
0.333	17	0.6%
0.438	17	0.6%
0.431	17	0.6%
0.444	16	0.6%
0.459	16	0.6%
Other values (279)	1250	46.4%

Minimum 5 values

Value	Count	Frequency (%)
0	1287	47.8%
0.056	1	< 0.1%
0.125	1	< 0.1%
0.143	1	< 0.1%
0.182	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1	5	0.2%
0.714	1	< 0.1%
0.692	1	< 0.1%
0.667	5	0.2%
0.644	1	< 0.1%

fifth_year
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	2649
1	43

Toggle details

Value	Count	Frequency (%)
0	2649	98.4%
1	43	1.6%

first_year
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	2653
1	39

Toggle details

Value	Count	Frequency (%)
0	2653	98.6%
1	39	1.4%

fourth_year
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	2650
1	42

Toggle details

Value	Count	Frequency (%)
0	2650	98.4%
1	42	1.6%

FT_Percentage
Highly correlated

This variable is highly correlated with FG_Percentage and should be ignored for analysis

Correlation	0.9127915216

Games
Numeric

Distinct count	699
Unique (%)	26.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	185.2678306
Minimum	0
Maximum	1611
Zeros (%)	47.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	8
Q3	260
95-th percentile	875
Maximum	1611
Range	1611
Interquartile range	260

Descriptive statistics

Standard deviation	299.5681705
Coef of variation	1.616946501
Kurtosis	2.156989133
Mean	185.2678306
MAD	231.2696104
Skewness	1.735754451
Sum	498741
Variance	89741.08878
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 8.5000e+00 8.4500e+01 1.5800e+02 3.0800e+02 8.9400e+02 1.1085e+03 1.3210e+03 1.6110e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1272	47.3%
8	14	0.5%
2	14	0.5%
7	14	0.5%
1	11	0.4%
6	11	0.4%
82	10	0.4%
3	9	0.3%
24	9	0.3%
4	9	0.3%
Other values (689)	1319	49.0%

Minimum 5 values

Value	Count	Frequency (%)
0	1272	47.3%
1	11	0.4%
2	14	0.5%
3	9	0.3%
4	9	0.3%

Maximum 5 values

Value	Count	Frequency (%)
1611	1	< 0.1%
1504	1	< 0.1%
1424	1	< 0.1%
1391	1	< 0.1%
1389	1	< 0.1%

Minutes.per.Game
Numeric

Distinct count	343
Unique (%)	12.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.231872214
Minimum	0
Maximum	39
Zeros (%)	47.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	4.8
Q3	17.5
95-th percentile	30.545
Maximum	39
Range	39
Interquartile range	17.5

Descriptive statistics

Standard deviation	10.76171534
Coef of variation	1.165713204
Kurtosis	-0.6728746886
Mean	9.231872214
MAD	9.373333072
Skewness	0.7947825135
Sum	24852.2
Variance	115.814517
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 2.15 4.75 23.05 28.75 36.05 39. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1273	47.3%
10.7	13	0.5%
9.9	11	0.4%
11.1	10	0.4%
9.6	10	0.4%
13.2	9	0.3%
16	9	0.3%
13.5	9	0.3%
9.4	9	0.3%
13.9	9	0.3%
Other values (333)	1330	49.4%

Minimum 5 values

Value	Count	Frequency (%)
0	1273	47.3%
1	1	< 0.1%
1.2	1	< 0.1%
1.3	1	< 0.1%
1.5	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
39	1	< 0.1%
38.4	1	< 0.1%
36.8	1	< 0.1%
36.7	1	< 0.1%
36.5	1	< 0.1%

Minutes.Played
Highly correlated

This variable is highly correlated with Games and should be ignored for analysis

Correlation	0.9680926202

Pk
Numeric

Distinct count	228
Unique (%)	8.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	70.94167905
Minimum	1
Maximum	228
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	5.55
Q1	25
Median	50
Q3	111
95-th percentile	190
Maximum	228
Range	227
Interquartile range	86

Descriptive statistics

Standard deviation	58.32530871
Coef of variation	0.8221585603
Kurtosis	-0.3235034455
Mean	70.94167905
MAD	48.86484333
Skewness	0.8859681877
Sum	190975
Variance	3401.841636
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 1. 53.5 60.5 163.5 215.5 228. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
17	32	1.2%
4	32	1.2%
48	32	1.2%
16	31	1.2%
19	31	1.2%
23	31	1.2%
26	31	1.2%
35	30	1.1%
47	30	1.1%
25	30	1.1%
Other values (218)	2382	88.5%

Minimum 5 values

Value	Count	Frequency (%)
1	23	0.9%
2	24	0.9%
3	29	1.1%
4	32	1.2%
5	27	1.0%

Maximum 5 values

Value	Count	Frequency (%)
228	1	< 0.1%
227	1	< 0.1%
226	1	< 0.1%
225	2	0.1%
224	2	0.1%

Player
Categorical

Distinct count	2660
Unique (%)	98.8%
Missing (%)	0.0%
Missing (n)	0

Charles Jones	4
Sam Clancy	2
Keith Smith	2
Other values (2657)	2684

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Charles Jones	4	0.1%
Sam Clancy	2	0.1%
Keith Smith	2	0.1%
Ron Davis	2	0.1%
Larry Johnson	2	0.1%
Mike Williams	2	0.1%
Tony Brown	2	0.1%
Anthony Jones	2	0.1%
Greg Grant	2	0.1%
Corey Brewer	2	0.1%
Other values (2650)	2670	99.2%

Max length	24
Mean length	12.48885587
Min length	7
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

Points.per.Game
Highly correlated

This variable is highly correlated with Minutes.per.Game and should be ignored for analysis

Correlation	0.9536746285

PTS
Highly correlated

This variable is highly correlated with Minutes.Played and should be ignored for analysis

Correlation	0.9666376304

second_year
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	2650
1	42

Toggle details

Value	Count	Frequency (%)
0	2650	98.4%
1	42	1.6%

Team
Categorical

Distinct count	30
Unique (%)	1.1%
Missing (%)	0.0%
Missing (n)	0

CHI	133
PHI	125
ATL	124
Other values (27)	2310

Toggle details

Common values
Composition

Value	Count	Frequency (%)
CHI	133	4.9%
PHI	125	4.6%
ATL	124	4.6%
PHO	123	4.6%
POR	123	4.6%
BOS	120	4.5%
DET	117	4.3%
LAC	108	4.0%
OKC	108	4.0%
CLE	108	4.0%
Other values (20)	1503	55.8%

Max length	3
Mean length	3
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Tenure
Categorical

Distinct count	208
Unique (%)	7.7%
Missing (%)	0.0%
Missing (n)	0

9550 days 00:00:00.000000000	91
6208 days 00:00:00.000000000	81
4335 days 00:00:00.000000000	80
Other values (205)	2440

Toggle details

Common values
Composition

Value	Count	Frequency (%)
9550 days 00:00:00.000000000	91	3.4%
6208 days 00:00:00.000000000	81	3.0%
4335 days 00:00:00.000000000	80	3.0%
3641 days 00:00:00.000000000	68	2.5%
12493 days 00:00:00.000000000	66	2.5%
5859 days 00:00:00.000000000	63	2.3%
6417 days 00:00:00.000000000	61	2.3%
5425 days 00:00:00.000000000	57	2.1%
4556 days 00:00:00.000000000	52	1.9%
3740 days 00:00:00.000000000	52	1.9%
Other values (198)	2021	75.1%

Max length	29
Mean length	27.89338782
Min length	26
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

third_year
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	2644
1	48

Toggle details

Value	Count	Frequency (%)
0	2644	98.2%
1	48	1.8%

TP_Percentage
Numeric

Distinct count	288
Unique (%)	10.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1096883358
Minimum	0
Maximum	1
Zeros (%)	62.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0.255
95-th percentile	0.375
Maximum	1
Range	1
Interquartile range	0.255

Descriptive statistics

Standard deviation	0.1565597485
Coef of variation	1.427314467
Kurtosis	1.821679911
Mean	0.1096883358
MAD	0.1375033018
Skewness	1.2628439
Sum	295.281
Variance	0.02451095485
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.015 0.0465 0.1415 0.144 ... 0.3755 0.4045 0.43 0.55 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1669	62.0%
0.25	28	1.0%
0.2	25	0.9%
0.333	23	0.9%
0.167	19	0.7%
0.143	14	0.5%
0.222	12	0.4%
0.34	12	0.4%
0.36	12	0.4%
0.3	11	0.4%
Other values (278)	867	32.2%

Minimum 5 values

Value	Count	Frequency (%)
0	1669	62.0%
0.03	1	< 0.1%
0.037	2	0.1%
0.038	1	< 0.1%
0.042	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1	8	0.3%
0.667	1	< 0.1%
0.6	1	< 0.1%
0.5	10	0.4%
0.467	1	< 0.1%

TRB
Numeric

Distinct count	976
Unique (%)	36.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	779.2663447
Minimum	0
Maximum	14715
Zeros (%)	47.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	7
Q3	752
95-th percentile	4116.1
Maximum	14715
Range	14715
Interquartile range	752

Descriptive statistics

Standard deviation	1674.883005
Coef of variation	2.149307507
Kurtosis	15.32413179
Mean	779.2663447
MAD	1062.765537
Skewness	3.45561674
Sum	2097785
Variance	2805233.079
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 4.5000e+00 3.7500e+01 9.6000e+01 ... 1.8395e+03 2.8260e+03 4.4970e+03 7.6520e+03 1.4715e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1281	47.6%
4	16	0.6%
3	13	0.5%
1	12	0.4%
10	10	0.4%
7	9	0.3%
2	8	0.3%
13	8	0.3%
68	7	0.3%
65	6	0.2%
Other values (966)	1322	49.1%

Minimum 5 values

Value	Count	Frequency (%)
0	1281	47.6%
1	12	0.4%
2	8	0.3%
3	13	0.5%
4	16	0.6%

Maximum 5 values

Value	Count	Frequency (%)
14715	1	< 0.1%
13748	1	< 0.1%
13099	1	< 0.1%
13017	1	< 0.1%
12546	1	< 0.1%

TRB.per.game
Numeric

Distinct count	104
Unique (%)	3.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.600928678
Minimum	0
Maximum	13.1
Zeros (%)	47.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0.7
Q3	2.7
95-th percentile	6
Maximum	13.1
Range	13.1
Interquartile range	2.7

Descriptive statistics

Standard deviation	2.12385783
Coef of variation	1.32664113
Kurtosis	2.549718383
Mean	1.600928678
MAD	1.674707625
Skewness	1.570437045
Sum	4309.7
Variance	4.510772084
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.05 0.25 0.85 2.85 3.55 5.45 7.55 10.05 13.1 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1281	47.6%
1	48	1.8%
1.3	48	1.8%
2.8	42	1.6%
1.5	40	1.5%
1.8	38	1.4%
1.4	37	1.4%
2.2	37	1.4%
1.7	36	1.3%
1.2	36	1.3%
Other values (94)	1049	39.0%

Minimum 5 values

Value	Count	Frequency (%)
0	1281	47.6%
0.1	1	< 0.1%
0.2	3	0.1%
0.3	9	0.3%
0.4	10	0.4%

Maximum 5 values

Value	Count	Frequency (%)
13.1	1	< 0.1%
12.7	1	< 0.1%
11.7	1	< 0.1%
11.1	1	< 0.1%
10.9	1	< 0.1%

Unnamed_0
Highly correlated

This variable is highly correlated with Exec_ID and should be ignored for analysis

Correlation	0.9975613876

VORP
Numeric

Distinct count	309
Unique (%)	11.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.276114413
Minimum	-8.3
Maximum	108.6
Zeros (%)	51.0%

Toggle details

Quantile statistics

Minimum	-8.3
5-th percentile	-1.5
Q1	-0.1
Median	0
Q3	0
95-th percentile	15.845
Maximum	108.6
Range	116.9
Interquartile range	0.1

Descriptive statistics

Standard deviation	8.550285258
Coef of variation	3.756527004
Kurtosis	38.84579464
Mean	2.276114413
MAD	4.205600298
Skewness	5.428160416
Sum	6127.3
Variance	73.10737798
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ -8.3 -4.5 -3.25 -1.55 -1.05 ... 5.85 14.35 36.75 45.4 108.6 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1372	51.0%
-0.1	99	3.7%
-0.2	90	3.3%
-0.3	68	2.5%
-0.4	50	1.9%
-0.5	44	1.6%
-0.6	34	1.3%
-0.7	34	1.3%
-1	31	1.2%
-0.9	30	1.1%
Other values (299)	840	31.2%

Minimum 5 values

Value	Count	Frequency (%)
-8.3	1	< 0.1%
-8	1	< 0.1%
-7.4	1	< 0.1%
-6.7	1	< 0.1%
-6.6	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
108.6	1	< 0.1%
93.5	1	< 0.1%
80.9	1	< 0.1%
79.7	1	< 0.1%
78.2	1	< 0.1%

Win.Share
Highly correlated

This variable is highly correlated with VORP and should be ignored for analysis

Correlation	0.919729959

WS_per_game
Numeric

Distinct count	319
Unique (%)	11.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.02879643388
Minimum	-1.264
Maximum	1.367
Zeros (%)	47.4%

Toggle details

Quantile statistics

Minimum	-1.264
5-th percentile	-0.03045
Q1	0
Median	0
Q3	0.069
95-th percentile	0.134
Maximum	1.367
Range	2.631
Interquartile range	0.069

Descriptive statistics

Standard deviation	0.07914691579
Coef of variation	2.748497127
Kurtosis	75.5980352
Mean	0.02879643388
MAD	0.04821570379
Skewness	-1.504284502
Sum	77.52
Variance	0.006264234279
Memory size	21.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[-1.264e+00 -3.760e-01 -1.665e-01 -5.050e-02 -5.000e-04 ... 1.555e-01 1.795e-01 2.240e-01 3.515e-01 1.367e+00], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1277	47.4%
0.074	16	0.6%
0.08	15	0.6%
0.101	15	0.6%
0.078	15	0.6%
0.093	15	0.6%
0.064	15	0.6%
0.079	15	0.6%
0.06	14	0.5%
0.069	14	0.5%
Other values (309)	1281	47.6%

Minimum 5 values

Value	Count	Frequency (%)
-1.264	1	< 0.1%
-0.894	1	< 0.1%
-0.795	1	< 0.1%
-0.667	1	< 0.1%
-0.638	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1.367	1	< 0.1%
0.627	1	< 0.1%
0.36	1	< 0.1%
0.343	1	< 0.1%
0.309	1	< 0.1%

Yrs
Highly correlated

This variable is highly correlated with Minutes.Played and should be ignored for analysis

Correlation	0.9224896703

Count
Matrix

First rows

	Assits.per.Game	AST	attend_college	BPM	College	df_index	Draft_Yr	Exec_draft_exp	Exec_ID	Executive	FG_Percentage	fifth_year	FT_Percentage	Games	Minutes.per.Game	Minutes.Played	Pk	Player	Points.per.Game	PTS	Team	Tenure	TP_Percentage	TRB	TRB.per.game	Unnamed_0	VORP	Win.Share	WS_per_game	Yrs
0	0.0	0	1	0.0	George Washington University	3633	1979	3	147	Slick Leonard	0.000	0	0.000	0	0.0	0	157	Brian Magid	0.0	0	IND	1986 days 00:00:00.000000000	0.000	0	0.0	3634	0.0	0.0	0.000	0
1	0.0	0	1	0.0	University of California	1923	1980	5	76	Jerry Colangelo	0.000	0	0.000	0	0.0	0	65	Doug TRUE	0.0	0	PHO	9550 days 00:00:00.000000000	0.000	0	0.0	1924	0.0	0.0	0.000	0
2	0.6	45	1	-3.2	University of Missouri	1652	1978	3	66	Harry Glickman	0.410	0	0.724	80	8.6	688	110	Clay Johnson	2.8	224	POR	4155 days 00:00:00.000000000	0.333	93	1.2	1653	-0.2	0.7	0.046	3
3	0.0	0	1	0.0	University of Tennessee	72	1982	7	1	Al Attles	0.000	0	0.000	0	0.0	0	198	Nick Morken	0.0	0	GSW	3641 days 00:00:00.000000000	0.000	0	0.0	73	0.0	0.0	0.000	0
4	2.8	967	1	-3.9	Cleveland State University	1523	2011	3	59	Gar Forman	0.409	1	0.741	347	22.7	7893	28	Norris Cole	7.1	2463	CHI	2689 days 00:00:00.000000000	0.326	691	2.0	1524	-3.8	3.1	0.019	5
5	1.3	41	1	-2.5	Duke University	943	1982	1	36	Dave DeBusschere	0.363	0	0.656	31	10.4	321	34	Vince Taylor	3.1	95	NYK	1324 days 00:00:00.000000000	0.000	36	1.2	944	0.0	0.1	0.009	1
6	0.6	397	1	-1.7	Indiana University	3065	1995	8	125	Pete Babcock	0.469	0	0.639	652	21.1	13780	16	Alan Henderson	7.8	5094	ATL	4795 days 00:00:00.000000000	0.192	3249	5.0	3066	1.1	28.0	0.097	12
7	0.0	0	1	0.0	Rutgers University	2381	1987	1	90	John Nash	0.000	0	0.000	0	0.0	0	62	Eric Riggins	0.0	0	PHI	1449 days 00:00:00.000000000	0.000	0	0.0	2382	0.0	0.0	0.000	0
8	1.1	459	1	-2.9	University of Georgia	3912	2003	5	160	Wes Unseld	0.415	0	0.798	427	23.2	9898	10	Jarvis Hayes	8.3	3553	WAS	54 days 00:00:00.000000000	0.356	1330	3.1	3913	-2.2	10.2	0.049	7
9	0.0	0	1	0.0	Washington State University	3525	1980	1	141	Ron Hrovat	0.000	0	0.000	0	0.0	0	53	Stuart House	0.0	0	CLE	326 days 00:00:00.000000000	0.000	0	0.0	3526	0.0	0.0	0.000	0

Last rows

	Assits.per.Game	AST	attend_college	BPM	College	df_index	Draft_Yr	Exec_draft_exp	Exec_ID	Executive	FG_Percentage	FT_Percentage	Games	Minutes.per.Game	Minutes.Played	Pk	Player	Points.per.Game	PTS	Team	Tenure	TP_Percentage	TRB	TRB.per.game	Unnamed_0	VORP	Win.Share	WS_per_game	Yrs
2682	2.0	1583	0	2.1	0	3611	2002	13	146	Scott Layden	0.544	0.665	804	28.3	22735	7	Nene Hilario	12.2	9809	NYK	1595 days 00:00:00.000000000	0.103	5247	6.5	3612	23.4	65.2	0.138	14
2683	0.8	153	1	-1.3	Kansas State University	1425	2008	15	56	Ernie Grunfeld	0.446	0.760	181	16.7	3016	47	Bill Walker	6.0	1079	WAS	4841 days 00:00:00.000000000	0.369	401	2.2	1426	0.5	5.0	0.079	5
2684	1.0	134	1	-6.2	University of Nevada, Las Vegas	1855	1988	4	72	Jan Volk	0.421	0.746	129	12.6	1625	74	Gerald Paddio	5.5	715	BOS	2150 days 00:00:00.000000000	0.242	184	1.4	1856	-1.7	0.1	0.002	3
2685	0.0	0	1	0.0	Oklahoma State University	447	1980	5	14	Bob Ferry	0.000	0.000	0	0.0	0	207	Don Youman	0.0	0	WAS	6208 days 00:00:00.000000000	0.000	0	0.0	448	0.0	0.0	0.000	0
2686	2.0	2	1	19.6	University of Rhode Island	1589	1998	2	63	Glen Grunwald	1.000	0.500	1	3.0	3	47	Tyson Wheeler	4.0	4	TOR	2324 days 00:00:00.000000000	1.000	0	0.0	1590	0.0	0.1	1.367	1
2687	2.2	1420	1	-2.2	New Mexico State University	2096	1991	2	78	Jerry Reynolds	0.417	0.691	655	17.6	11533	31	Randy Brown	4.8	3148	SAC	1625 days 00:00:00.000000000	0.200	1173	1.8	2097	-0.5	11.0	0.046	12
2688	0.9	98	1	-5.2	Loyola Marymount University	1357	1990	5	55	Elgin Baylor	0.386	0.728	105	12.7	1336	8	Bo Kimble	5.5	574	LAC	8211 days 00:00:00.000000000	0.291	162	1.5	1358	-1.1	0.1	0.004	3
2689	0.8	117	1	-3.8	University of Texas at Austin	1820	1990	11	70	Jack McCloskey	0.436	0.667	142	7.4	1045	26	Lance Blanks	2.0	289	DET	4556 days 00:00:00.000000000	0.253	110	0.8	1821	-0.5	0.7	0.031	3
2690	0.0	0	1	0.0	Appalachian State University	1736	1979	1	68	Irv Kaze	0.000	0.000	0	0.0	0	158	Renaldo Lawrence	0.0	0	LAC	688 days 00:00:00.000000000	0.000	0	0.0	1737	0.0	0.0	0.000	0
2691	0.0	0	1	0.0	Princeton University	3312	1984	9	132	Red Auerbach	0.000	0.000	0	0.0	0	93	Kevin Mullin	0.0	0	BOS	12493 days 00:00:00.000000000	0.000	0	0.0	3313	0.0	0.0	0.000	0

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows